Couple.uk.csv < ULTIMATE >

: Use a scatter plot to compare the earnings of Partner A vs. Partner B to identify trends in "breadwinning" roles.

To put together a guide for the file, you should focus on its role in analyzing demographic and relationship dynamics in the UK. This file is typically used in data science and sociology projects to explore factors like age gaps, income differences, and household structures. 1. Dataset Overview Couple.uk.csv

: Survey data often has "Refused" or "Don't Know" entries. Decide whether to drop these or impute them based on the median. : Use a scatter plot to compare the earnings of Partner A vs

: Ages of both partners (often labeled as age_p1 , age_p2 ). This file is typically used in data science

: Analyze whether partners tend to have similar educational backgrounds using a correlation matrix. 4. Visualizing the Results